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Filtering by: Keyword Deep Learning Remove constraint Keyword: Deep Learning Collections PhD Dissertations Remove constraint Collections: PhD Dissertations

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Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models

Keyword:

Data Science, Machine Learning, Pretrained Models, Generative Modeling, Deep Learning, and Bias

Creator:

Gerych, Walter

Advisor:

Rundensteiner, Elke A. and Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-10-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation

Keyword:

Deep Learning, Representation Learning, Transfer Learning, and Chemical Sensing

Creator:

Moore, Alexander

Advisor:

Mangoubi, Oren Rami, Eltabakh, Mohamed Y., and Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Knowledge Amalgamation from Heterogeneous Pre-Trained Models

Keyword:

Pre-Trained Models, Deep Learning, and Knowledge Amalgamation

Creator:

Thadajarassiri, Jidapa

Advisor:

Kong, Xiangnan and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
MiseEnPlace : Fine- and Coarse-grained Approaches for Mobile-Oriented Deep Learning Inference

Keyword:

Mobile Deep Inference, Deep Learning, and Cloud Computing

Creator:

Ogden, Samuel

Advisor:

Guo, Tian

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-09-12

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science
Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals

Keyword:

Signal Processing, Activation Function, Electromagnetics, Neural Networks, Deep Learning, and Polynomial Activation

Creator:

Witz, Evan

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Applications of Deep Learning in Brain Injury Biomechanics and Spine Image Registration

Keyword:

Spine Image Registration, Image-guided Surgery, Concussion, Deep Learning, and Brain Injury

Creator:

Wu, Shaoju

Advisor:

Ji, Songbai

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-03

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Biomedical Engineering
Modeling Approaches to Understanding Bumblebee Behavior and Population Decline

Keyword:

Simulation, Pollinator Decline, Bumblebees, Memory, Deep Learning, and Agent-based model

Creator:

Heath, Kevin

Advisor:

Ryder, Elizabeth F.

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-12

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Bioinformatics & Computational Biology
Robust Deep Learning Algorithms for System Identification

Keyword:

Ordinary Differential Equations, Deep Learning, Neural Network, Generalization Gap, System Identification, and Neural Network Regularization

Creator:

Negrini, Elisa

Advisor:

Capogna, Luca and Citti, Giovanna

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-04-23

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Prediction and Observation Timing in Time Series Classification

Keyword:

Time Series and Deep Learning

Creator:

Hartvigsen, Thomas

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-12-14

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Redesigning Deep Neural Networks for Resource-Efficient Inference

Keyword:

Deep Learning, Neural Network, Efficient Inference, and Mobile Inference

Creator:

Dai, Xin

Advisor:

Guo, Tian and Kong, Xiangnan

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-01-26

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science

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PhD Dissertations[remove]22

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Current results range from 2017 to 2023

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Creator

Bai, Lin1
Dai, Xin1
Erickson, John A.1
Gerych, Walter1
Ghazi, Kianoosh1
more Creators »

Advisor

Agu, Emmanuel O.1
Beck, Joseph E.1
Capogna, Luca1
Citti, Giovanna1
Eisenbarth, Thomas1
more Advisors »

Contributor

Agu, Emmanuel O.3
Albrecht, Dirk2
Beck, Joseph E.2
Bidigare, Patrick1
Brown, Donald R.2
more Contributors »

Unit (Department)

Bioinformatics & Computational Biology1
Biomedical Engineering2
Computer Science5
Data Science7
Electrical & Computer Engineering4
more Unit (Department)s »

Publisher

Worcester Polytechnic Institute22

Resource type

Dissertation22

License

https://creativecommons.org/licenses/by/4.0/2
https://creativecommons.org/licenses/by-nc/4.0/1

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